The student's investigation into deprivation and environmental quality in a city has some limitations:
1. The data collection techniques of questionnaires and surveys are subjective and open to bias.
2. Presenting the data as maps and diagrams does not show correlations or causation between variables.
3. No information is provided about sampling strategies, so the reliability of the results is unclear.